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<div class="subTitle">org.apache.commons.math3.optim.nonlinear.scalar.noderiv</div>
<h2 title="Class BOBYQAOptimizer" class="title">Class BOBYQAOptimizer</h2>
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<li><a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html" title="class in org.apache.commons.math3.optim">org.apache.commons.math3.optim.BaseOptimizer</a>&lt;PAIR&gt;</li>
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<li><a href="../../../../../../../../org/apache/commons/math3/optim/BaseMultivariateOptimizer.html" title="class in org.apache.commons.math3.optim">org.apache.commons.math3.optim.BaseMultivariateOptimizer</a>&lt;<a href="../../../../../../../../org/apache/commons/math3/optim/PointValuePair.html" title="class in org.apache.commons.math3.optim">PointValuePair</a>&gt;</li>
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<li><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateOptimizer.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar">org.apache.commons.math3.optim.nonlinear.scalar.MultivariateOptimizer</a></li>
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<pre>public class <span class="strong">BOBYQAOptimizer</span>
extends <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateOptimizer.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar">MultivariateOptimizer</a></pre>
<div class="block">Powell's BOBYQA algorithm. This implementation is translated and
 adapted from the Fortran version available
 <a href="http://plato.asu.edu/ftp/other_software/bobyqa.zip">here</a>.
 See <a href="http://www.optimization-online.org/DB_HTML/2010/05/2616.html">
 this paper</a> for an introduction.
 <br/>
 BOBYQA is particularly well suited for high dimensional problems
 where derivatives are not available. In most cases it outperforms the
 <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/PowellOptimizer.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar.noderiv"><code>PowellOptimizer</code></a> significantly. Stochastic algorithms like
 <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/CMAESOptimizer.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar.noderiv"><code>CMAESOptimizer</code></a> succeed more often than BOBYQA, but are more
 expensive. BOBYQA could also be considered as a replacement of any
 derivative-based optimizer when the derivatives are approximated by
 finite differences.</div>
<dl><dt><span class="strong">Since:</span></dt>
  <dd>3.0</dd></dl>
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<h3>Field Summary</h3>
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<caption><span>Fields</span><span class="tabEnd">&nbsp;</span></caption>
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<th class="colFirst" scope="col">Modifier and Type</th>
<th class="colLast" scope="col">Field and Description</th>
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<td class="colFirst"><code>static double</code></td>
<td class="colLast"><code><strong><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/BOBYQAOptimizer.html#DEFAULT_INITIAL_RADIUS">DEFAULT_INITIAL_RADIUS</a></strong></code>
<div class="block">Default value for <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/BOBYQAOptimizer.html#initialTrustRegionRadius"><code>initialTrustRegionRadius</code></a>: 10.0 .</div>
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<td class="colFirst"><code>static double</code></td>
<td class="colLast"><code><strong><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/BOBYQAOptimizer.html#DEFAULT_STOPPING_RADIUS">DEFAULT_STOPPING_RADIUS</a></strong></code>
<div class="block">Default value for <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/BOBYQAOptimizer.html#stoppingTrustRegionRadius"><code>stoppingTrustRegionRadius</code></a>: 1.0E-8 .</div>
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<td class="colFirst"><code>static int</code></td>
<td class="colLast"><code><strong><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/BOBYQAOptimizer.html#MINIMUM_PROBLEM_DIMENSION">MINIMUM_PROBLEM_DIMENSION</a></strong></code>
<div class="block">Minimum dimension of the problem: 2</div>
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<h3>Fields inherited from class&nbsp;org.apache.commons.math3.optim.<a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html" title="class in org.apache.commons.math3.optim">BaseOptimizer</a></h3>
<code><a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#evaluations">evaluations</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#iterations">iterations</a></code></li>
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<td class="colOne"><code><strong><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/BOBYQAOptimizer.html#BOBYQAOptimizer(int)">BOBYQAOptimizer</a></strong>(int&nbsp;numberOfInterpolationPoints)</code>&nbsp;</td>
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<td class="colOne"><code><strong><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/BOBYQAOptimizer.html#BOBYQAOptimizer(int,%20double,%20double)">BOBYQAOptimizer</a></strong>(int&nbsp;numberOfInterpolationPoints,
               double&nbsp;initialTrustRegionRadius,
               double&nbsp;stoppingTrustRegionRadius)</code>&nbsp;</td>
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<td class="colFirst"><code>protected <a href="../../../../../../../../org/apache/commons/math3/optim/PointValuePair.html" title="class in org.apache.commons.math3.optim">PointValuePair</a></code></td>
<td class="colLast"><code><strong><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/BOBYQAOptimizer.html#doOptimize()">doOptimize</a></strong>()</code>
<div class="block">Performs the bulk of the optimization algorithm.</div>
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<h3>Methods inherited from class&nbsp;org.apache.commons.math3.optim.nonlinear.scalar.<a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateOptimizer.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar">MultivariateOptimizer</a></h3>
<code><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateOptimizer.html#computeObjectiveValue(double[])">computeObjectiveValue</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateOptimizer.html#getGoalType()">getGoalType</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateOptimizer.html#optimize(org.apache.commons.math3.optim.OptimizationData...)">optimize</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateOptimizer.html#parseOptimizationData(org.apache.commons.math3.optim.OptimizationData...)">parseOptimizationData</a></code></li>
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<h3>Methods inherited from class&nbsp;org.apache.commons.math3.optim.<a href="../../../../../../../../org/apache/commons/math3/optim/BaseMultivariateOptimizer.html" title="class in org.apache.commons.math3.optim">BaseMultivariateOptimizer</a></h3>
<code><a href="../../../../../../../../org/apache/commons/math3/optim/BaseMultivariateOptimizer.html#getLowerBound()">getLowerBound</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseMultivariateOptimizer.html#getStartPoint()">getStartPoint</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseMultivariateOptimizer.html#getUpperBound()">getUpperBound</a></code></li>
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<h3>Methods inherited from class&nbsp;org.apache.commons.math3.optim.<a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html" title="class in org.apache.commons.math3.optim">BaseOptimizer</a></h3>
<code><a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#getConvergenceChecker()">getConvergenceChecker</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#getEvaluations()">getEvaluations</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#getIterations()">getIterations</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#getMaxEvaluations()">getMaxEvaluations</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#getMaxIterations()">getMaxIterations</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#incrementEvaluationCount()">incrementEvaluationCount</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#incrementIterationCount()">incrementIterationCount</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#optimize()">optimize</a></code></li>
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<h3>Methods inherited from class&nbsp;java.lang.<a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true" title="class or interface in java.lang">Object</a></h3>
<code><a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#clone()" title="class or interface in java.lang">clone</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#equals(java.lang.Object)" title="class or interface in java.lang">equals</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#finalize()" title="class or interface in java.lang">finalize</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#getClass()" title="class or interface in java.lang">getClass</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#hashCode()" title="class or interface in java.lang">hashCode</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#notify()" title="class or interface in java.lang">notify</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#notifyAll()" title="class or interface in java.lang">notifyAll</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#toString()" title="class or interface in java.lang">toString</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#wait()" title="class or interface in java.lang">wait</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#wait(long)" title="class or interface in java.lang">wait</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#wait(long,%20int)" title="class or interface in java.lang">wait</a></code></li>
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<h4>MINIMUM_PROBLEM_DIMENSION</h4>
<pre>public static final&nbsp;int MINIMUM_PROBLEM_DIMENSION</pre>
<div class="block">Minimum dimension of the problem: 2</div>
<dl><dt><span class="strong">See Also:</span></dt><dd><a href="../../../../../../../../constant-values.html#org.apache.commons.math3.optim.nonlinear.scalar.noderiv.BOBYQAOptimizer.MINIMUM_PROBLEM_DIMENSION">Constant Field Values</a></dd></dl>
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<h4>DEFAULT_INITIAL_RADIUS</h4>
<pre>public static final&nbsp;double DEFAULT_INITIAL_RADIUS</pre>
<div class="block">Default value for <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/BOBYQAOptimizer.html#initialTrustRegionRadius"><code>initialTrustRegionRadius</code></a>: 10.0 .</div>
<dl><dt><span class="strong">See Also:</span></dt><dd><a href="../../../../../../../../constant-values.html#org.apache.commons.math3.optim.nonlinear.scalar.noderiv.BOBYQAOptimizer.DEFAULT_INITIAL_RADIUS">Constant Field Values</a></dd></dl>
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<h4>DEFAULT_STOPPING_RADIUS</h4>
<pre>public static final&nbsp;double DEFAULT_STOPPING_RADIUS</pre>
<div class="block">Default value for <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/BOBYQAOptimizer.html#stoppingTrustRegionRadius"><code>stoppingTrustRegionRadius</code></a>: 1.0E-8 .</div>
<dl><dt><span class="strong">See Also:</span></dt><dd><a href="../../../../../../../../constant-values.html#org.apache.commons.math3.optim.nonlinear.scalar.noderiv.BOBYQAOptimizer.DEFAULT_STOPPING_RADIUS">Constant Field Values</a></dd></dl>
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<h4>BOBYQAOptimizer</h4>
<pre>public&nbsp;BOBYQAOptimizer(int&nbsp;numberOfInterpolationPoints)</pre>
<dl><dt><span class="strong">Parameters:</span></dt><dd><code>numberOfInterpolationPoints</code> - Number of interpolation conditions.
 For a problem of dimension <code>n</code>, its value must be in the interval
 <code>[n+2, (n+1)(n+2)/2]</code>.
 Choices that exceed <code>2n+1</code> are not recommended.</dd></dl>
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<pre>public&nbsp;BOBYQAOptimizer(int&nbsp;numberOfInterpolationPoints,
               double&nbsp;initialTrustRegionRadius,
               double&nbsp;stoppingTrustRegionRadius)</pre>
<dl><dt><span class="strong">Parameters:</span></dt><dd><code>numberOfInterpolationPoints</code> - Number of interpolation conditions.
 For a problem of dimension <code>n</code>, its value must be in the interval
 <code>[n+2, (n+1)(n+2)/2]</code>.
 Choices that exceed <code>2n+1</code> are not recommended.</dd><dd><code>initialTrustRegionRadius</code> - Initial trust region radius.</dd><dd><code>stoppingTrustRegionRadius</code> - Stopping trust region radius.</dd></dl>
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<h4>doOptimize</h4>
<pre>protected&nbsp;<a href="../../../../../../../../org/apache/commons/math3/optim/PointValuePair.html" title="class in org.apache.commons.math3.optim">PointValuePair</a>&nbsp;doOptimize()</pre>
<div class="block">Performs the bulk of the optimization algorithm.</div>
<dl>
<dt><strong>Specified by:</strong></dt>
<dd><code><a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#doOptimize()">doOptimize</a></code>&nbsp;in class&nbsp;<code><a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html" title="class in org.apache.commons.math3.optim">BaseOptimizer</a>&lt;<a href="../../../../../../../../org/apache/commons/math3/optim/PointValuePair.html" title="class in org.apache.commons.math3.optim">PointValuePair</a>&gt;</code></dd>
<dt><span class="strong">Returns:</span></dt><dd>the point/value pair giving the optimal value of the
 objective function.</dd></dl>
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